Prolific records 18,697,671 monthly visits with -1.8% month-over-month growth and Paid pricing. Recipee records 0 monthly visits with 0% growth and Paid pricing.
High-quality human data for AI training, evaluation, and research
Professional recipe, costing and allergen labelling software for food businesses
| Dimension / Metric | ||
|---|---|---|
| Official Domain | prolific.com | recipee.app |
| Pricing Model | Paid | Paid |
| Monthly Visits | 18.7M (18,697,671) | 0 (0) |
| MoM Traffic Delta | -352.04K (-1.8%) | 0 (0%) |
| Primary Market & Share | 🇺🇸 United States (48.8%) | 🌐 Global (—) |
| Direct Visits / mo | 12.98M | 0 |
| User Rating | 4.6 | 4 |
| Supported Platforms | Website | Website |
High-quality human data for AI training, evaluation, and research
Filter participants by detailed demographic, professional, and behavioural criteria and reach narrow or representative samples rather than a generic crowd.
Collect human preference data for model fine-tuning, run safety evaluations and red-teaming, and use a feedback API to plug humans into automated pipelines.
Attention checks, honesty screening, and approval workflows help filter out careless or fraudulent responses before you analyse results.
Publish a study and begin collecting responses quickly, with tooling that supports screening, quotas, and longitudinal designs.
Professional recipe, costing and allergen labelling software for food businesses
Master recipes priced against live ingredient costs, with instant price updates, customer price lists and gross profit tracking as supplier prices change.
Automatic tracking of the major allergens plus UK and multi-region labelling rules, with real-time nutrition data, batch codes and best-before printing.
Scale recipes in bulk, generate production plans in about a minute, create bills of materials in one click and export to Excel.
AI support for ingredient classification, allergen assignment and yield handling, backed by a single source of nutritional truth.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
SpecialistUnbiased photo feedback from real people, for dating, business and social profiles
SpecialistUnbiased photo feedback from real people, for dating, business and social profiles
SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
Enterprise-grade data annotation and AI alignment workforce, but less self-serve for academic study recruitment and casual surveys.
SpecialistAI data infrastructure for building production-grade models
SpecialistAI data infrastructure for building production-grade models
SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.
SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
The personal CRM that keeps your network warm — with your LinkedIn graph baked in
The personal CRM that keeps your network warm — with your LinkedIn graph baked in
AI workout planner that builds your whole training week around your gear and goals
AI workout planner that builds your whole training week around your gear and goals
SpecialistEnterprise AI training data, annotation and evaluation services
SpecialistEnterprise AI training data, annotation and evaluation services
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
